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GPU AI Infrastructure Vendors

Edge AI Operator

LLM Search+Fanout Visibility
Dominant · SE Outbound Links ρ=0.525

AI recommendation signal analysis across 190 domains for the Edge AI Operator persona in GPU AI Infrastructure Vendors.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
190Domains Tracked
4.4MReddit Posts
17KWikipedia Articles
1.2MOpen Web Matches
Edge AI Operator_persona.report
DomainScore
nvidia.com
6.1
armada.ai
3.5
dell.com
2.4
hpe.com
2.3
cisco.com
2.3
Want a custom AI visibility audit for GPU AI Infrastructure Vendors?

This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.

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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

See what AI reads before it answers

Fanout queries are the web searches a model runs mid-answer. The pages it retrieves and cites are the sources shaping its recommendations, so treat the citation lists as your target list for earning coverage, mentions, and links.

How It's Calculated

Where the numbers come from

Scoped to the runs where models used web search. Same rank-weighted scoring as LLM Search Visibility, plus every URL the searches retrieved (citation sources) and every URL actually cited in answers (citations), aggregated by frequency.

Overview

What's on this page

Domain rankings for web-search-augmented runs and the full citation and citation-source URL lists, filterable by model.

LLM Data

Top LLM-recommended domains

How often AI models recommended each domain specifically via web-search fanout queries when answering Edge AI Operator queries, a subset of the runs behind the main LLM Search Visibility report, not the full combined dataset. The left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

Score (below) is the primary ranking metric: a weighted-reciprocal-rank sum across every model and run, where each model's contribution is scaled by that model's influence weight.

Only these five models ran web-search fanout queries. The checkboxes filter these charts and the Citations / Citation Sources lists below; updates automatically as you check/uncheck.

LLM Data

Citations

Every URL the models actually cited in their final answers to Edge AI Operator fanout queries, aggregated by how often each URL was cited. Filtered by the model checkboxes above.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
Armada: Solving Your Hardest Problems at the Edgehttps://www.armada.ai/22095594
neousys-tech.comhttps://www.neousys-tech.com/marketing/edm-ruggedized-edge-ai-gpu-computing-platform.html21495193
Edge computing solutions powered by ProLiant | HPEhttps://www.hpe.com/us/en/solutions/edge-computing.html150972295
https://www.eenewseurope.com/en/cisco-unified-edge-platform-targets-real-time-ai-at-the-edge/https://www.eenewseurope.com/en/cisco-unified-edge-platform-targets-real-time-ai-at-the-edge/12895194
IGX | Industrial-Grade Edge AI platform | NVIDIAhttps://www.nvidia.com/en-us/edge-computing/products/igx/?utm_source=openai158972695
GPU Solutions | Edge AI | ADLINKhttps://www.adlinktech.com/en/adlink-gpu-solutions12796194
https://www.dell.com/en-us/blog/introducing-dell-ai-for-telecom/https://www.dell.com/en-us/blog/introducing-dell-ai-for-telecom/153972895
advantech.comhttps://www.advantech.com/en-us/products/edge-ai-gpu-systems/sub_1-2jkfii13396394
Dell NativeEdge Software Transforms Edge Operations | Dell Technologieshttps://investors.delltechnologies.com/news-releases/news-release-details/dell-nativeedge-software-transforms-edge-operations?utm_source=openai145961695
NVIDIA and Partners Build America’s AI Infrastructure and Create Blueprint to Power the Next Industrial Revolution | NVIDIA Newsroomhttps://nvidianews.nvidia.com/news/nvidia-partners-ai-infrastructure-america158973495
Armada Brings NVIDIA AI Grid Capabilities to Telcoshttps://www.prnewswire.com/news-releases/armada-brings-nvidia-ai-grid-capabilities-to-telcos-302716202.html164971895
https://version-2.com/zh/2025/05/19/https://version-2.com/zh/2025/05/19/1895394
youtube.comhttps://www.youtube.com/watch?v=aLtzL9ZNZ3Y191997597
Edge computing solutions powered by ProLiant | HPEhttps://www.hpe.com/us/en/solutions/edge-computing.html?utm_source=openai150972295
HPE transforms distributed AI factories into intelligent AI grid powered by NVIDIA | HPEhttps://www.hpe.com/us/en/newsroom/press-release/2026/03/hpe-transforms-distributed-ai-factories-into-intelligent-ai-grid-powered-by-nvidia.html150972295
Edge AI Solutions | Supermicrohttps://www.supermicro.com/en/solutions/edge-ai139961394
https://www.sdxcentral.com/news/vultr-suse-and-supermicro-unveil-cloud-to-edge-architecture-for-ai-scaling/https://www.sdxcentral.com/news/vultr-suse-and-supermicro-unveil-cloud-to-edge-architecture-for-ai-scaling/14196094
axiomtek.comhttps://www.axiomtek.com/Default.aspx?MenuId=Solutions&FunctionId=SolutionView&ItemId=2861&Title=Edge+AI+GPU+Computing12095594
Lenovo Unlocks Data Potential with Next Generation of AI-Driven ThinkEdge Solutions - Lenovo StoryHubhttps://news.lenovo.com/pressroom/press-releases/data-potential-next-generation-ai-driven-thinkedge-solutions/?utm_source=openai151973095
2025.11.17 | Dell Technologies Accelerates Enterprise AI with Powerful, Automated Solutionshttps://www.dell.com/en-us/dt/corporate/newsroom/announcements/detailpage.press-releases~usa~2025~11~dell-technologies-accelerates-enterprise-ai-with-powerful-automated-solutions.htm153972895
Best Edge Computing Platforms Reviews 2026 | Gartner Peer Insightshttps://www.gartner.com/reviews/market/edge-computing-platforms161972495
https://introl.com/blog/5g-edge-ai-deploying-gpu-infrastructure-network-edgehttps://introl.com/blog/5g-edge-ai-deploying-gpu-infrastructure-network-edge118951495
Edge AI Systems - Advantechhttps://www.advantech.com/en-us/solutions/edge-computing-and-wise-edge/edge-ai-systems?utm_source=openai13396394
Edge AI Servers | ThinkEdge SE455 V3 & TruScale | Lenovo UShttps://www.lenovo.com/us/en/servers-storage/edge-ai-solutions/151972195
Zededa and Submer target off-grid AI with modular, liquid-cooled edge GPU systems | Edge Infrastructure Reviewhttps://www.edgeir.com/zededa-and-submer-target-off-grid-ai-with-modular-liquid-cooled-edge-gpu-systems-2026040312295094
https://www.kneron.com/ja/news/blog/265/https://www.kneron.com/ja/news/blog/265/11295093
scalecomputing.comhttps://www.scalecomputing.com/ai-on-sc-platform12596594
Edge AI Solutions | Supermicrohttps://www.supermicro.com/en/solutions/edge-ai?utm_source=openai139961394
AI-ready at the Edge – Siemens Industrial Automation DataCenter with accelerated AI computing power and advanced cybersecurity | Press | Company | Siemenshttps://press.siemens.com/global/en/pressrelease/ai-ready-edge-siemens-industrial-automation-datacenter-accelerated-ai-computing-power152972695
50 edge computing companies to watch in 2026 - STL Partnershttps://stlpartners.com/articles/edge-computing/50-edge-computing-companies-to-watch-in-2026/127952195
https://whattheythink.com/news/128824-sixfabs-alpon-x5-ai-wins-ces-2026-best-innovation-award-advancing-real-time-physical-ai-edge/https://whattheythink.com/news/128824-sixfabs-alpon-x5-ai-wins-ces-2026-best-innovation-award-advancing-real-time-physical-ai-edge/127952595
zededa.comhttps://zededa.com/resources/partner-briefs/deploy-and-scale-ai-solutions-at-the-edge-with-ease-and-efficiency/124961795
Edge AI Solutions | OnLogichttps://www.onlogic.com/solutions/edge-ai-computers/?utm_source=openai12495494
fleet management | Edge Infrastructure Reviewhttps://www.edgeir.com/?posttype=all&s=fleet+management12295094
Best 10 Edge Platforms for 2026: Strategy & Centralized Controlhttps://technologyradius.com/top-10/top-10-edge-management-platforms-20261595294
https://intuitionlabs.ai/pdfs/on-prem-ai-infrastructure-comparing-dell-hpe-more.pdfhttps://intuitionlabs.ai/pdfs/on-prem-ai-infrastructure-comparing-dell-hpe-more.pdf123951795
youtube.comhttps://www.youtube.com/watch?v=Jg7Xtz0_0M8191997597
AAEON Edge AI solutions are designed to bring the power of AI and Edge Computing to any industrial or embedded application.https://www.aaeon.ai/us/?utm_source=openai1595092
9 Best Edge AI Platforms for Rugged Use | SDK Embedded Systems Ltdhttps://sdksys.com/best-edge-ai-platforms-rugged-use/1193093
Edge AI Infrastructure: Deploying GPUs Closer to Data Sourceshttps://introl.com/blog/edge-ai-infrastructure-deploying-gpus-closer-data-sources118951495
https://www.hpe.com/us/en/servers/edgeline-systems.htmlhttps://www.hpe.com/us/en/servers/edgeline-systems.html150972295
pulserevops.comhttps://pulserevops.com/knowledge/ai3961094093
RUC-1000G|AIoT & Industrial Solution|ASUS USAhttps://www.asus.com/us/networking-iot-servers/aiot-industrial-solutions/embedded-computers-edge-ai-systems/ruc-1000g/?utm_source=openai147971895
https://windowsforum.com/threads/top-edge-computing-companies-in-2025-leading-solutions-for-real-time-data-processing.374846/https://windowsforum.com/threads/top-edge-computing-companies-in-2025-leading-solutions-for-real-time-data-processing.374846/125962095
gartner.comhttps://www.gartner.com/reviews/market/edge-ai-solutions161972495
Armada: Solving Your Hardest Problems at the Edgehttps://www.armada.ai/?utm_source=openai12095594
GPU Cloud Providers 2026: Top 10 Compared (Pricing, Performance, Availability) | Spheron Bloghttps://www.spheron.network/blog/top-10-cloud-gpu-providers/11895794
LLM Data

Citation sources

Every URL the models' web searches retrieved while answering: the wider pool the citations above were drawn from, aggregated the same way and filtered by the same model checkboxes.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
armada.aihttps://www.armada.ai/32095594
Edge computing solutions powered by ProLiant | HPEhttps://www.hpe.com/us/en/solutions/edge-computing.html250972295
Edge AI Solutions | Supermicrohttps://www.supermicro.com/en/solutions/edge-ai239961394
Edge AI: 95% Lower Latency GPU Deployment Guidehttps://introl.com/blog/edge-ai-infrastructure-deploying-gpus-data-sources218951495
Best 10 Edge Platforms for 2026: Strategy & Centralized Controlhttps://technologyradius.com/top-10/top-10-edge-management-platforms-20262595294
50 edge computing companies to watch in 2026 - STL Partnershttps://stlpartners.com/articles/edge-computing/50-edge-computing-companies-to-watch-in-2026/227952195
neousys-tech.comhttps://www.neousys-tech.com/marketing/edm-ruggedized-edge-ai-gpu-computing-platform.html21495193
https://news.lenovo.com/pressroom/press-releases/data-potential-next-generation-ai-driven-thinkedge-solutions/https://news.lenovo.com/pressroom/press-releases/data-potential-next-generation-ai-driven-thinkedge-solutions/251973095
5 Best Edge Computing Platforms in 2026: Full Breakdownhttps://www.portainer.io/blog/edge-computing-platforms234961595
Datavault AI Goes Live with First Edge GPU Sites in New York and Philadelphia; $1.44B-$1.92B Quantum-Ready Fleet to Reach 100+ U.S. Cities by End of 2026 :: Datavault AI Inc. (DVLT)https://ir.datavaultsite.com/news-events/press-releases/detail/448/datavault-ai-goes-live-with-first-edge-gpu-sites-in-new2--794
Introducing Dell AI for Telecom | Dellhttps://www.dell.com/en-us/blog/introducing-dell-ai-for-telecom/153972895
https://www.advantech.com/en-us/solutions/edge-computing-and-wise-edge/edge-ai-systemshttps://www.advantech.com/en-us/solutions/edge-computing-and-wise-edge/edge-ai-systems13396394
GPU Solutions | Edge AI | ADLINKhttps://www.adlinktech.com/en/adlink-gpu-solutions12796194
Best Edge Computing Platforms Reviews 2026 | Gartner Peer Insightshttps://www.gartner.com/reviews/market/edge-computing-platforms161972495
Sixfab’s ALPON™ X5 AI Wins CES® 2026 Best of Innovation Award, Advancing Real-Time Physical AI at the Edgehttps://whattheythink.com/news/128824-sixfabs-alpon-x5-ai-wins-ces-2026-best-innovation-award-advancing-real-time-physical-ai-edge/127952595
advantech.comhttps://www.advantech.com/en-us/products/edge-ai-gpu-systems/sub_1-2jkfii13396394
9 Best Edge AI Platforms for Rugged Use | SDK Embedded Systems Ltdhttps://sdksys.com/best-edge-ai-platforms-rugged-use/1193093
Zededa and Submer target off-grid AI with modular, liquid-cooled edge GPU systems | Edge Infrastructure Reviewhttps://www.edgeir.com/zededa-and-submer-target-off-grid-ai-with-modular-liquid-cooled-edge-gpu-systems-2026040312295094
Top Edge Computing Companies in 2025: Leading Solutions for Real-Time Data Processinghttps://windowsforum.com/threads/top-edge-computing-companies-in-2025-leading-solutions-for-real-time-data-processing.374846/125962095
youtube.comhttps://www.youtube.com/watch?v=aLtzL9ZNZ3Y191997597
https://investors.delltechnologies.com/news-releases/news-release-details/dell-nativeedge-software-transforms-edge-operationshttps://investors.delltechnologies.com/news-releases/news-release-details/dell-nativeedge-software-transforms-edge-operations145961695
fleet management | Edge Infrastructure Reviewhttps://www.edgeir.com/?posttype=all&s=fleet+management12295094
5 Leading Edge Computing Platforms For 2025 - SNUChttps://snuc.com/blog/edge-computing-platforms/17951494
Cisco introduces new platform for agentic AI applicationshttps://www.verdict.co.uk/cisco-edge-based-agentic-ai-applications/?utm_campaign=PANTHEON_STRIPPED13696494
axiomtek.comhttps://www.axiomtek.com/Default.aspx?MenuId=Solutions&FunctionId=SolutionView&ItemId=2861&Title=Edge+AI+GPU+Computing12095594
https://www.lenovo.com/us/en/c/servers-storage/servers/edge/https://www.lenovo.com/us/en/c/servers-storage/servers/edge/151972195
2025.11.17 | Dell Technologies Advances Enterprise AI Innovation With NVIDIAhttps://www.dell.com/en-us/dt/corporate/newsroom/announcements/detailpage.press-releases~usa~2025~11~dell-technologies-and-nvidia-advance-enterprise-ai-innovation.htm153972895
Edge AI Infrastructure: Deploying GPUs Closer to Data Sourceshttps://introl.com/blog/edge-ai-infrastructure-deploying-gpus-closer-data-sources118951495
Cisco Unified Edge platform targets real-time AI at the edgehttps://www.eenewseurope.com/en/cisco-unified-edge-platform-targets-real-time-ai-at-the-edge?_kx=0fzSY2tk7CGub44PV72NQV4n2xKN6H3MQFPkdqh5pvs.RRBjRx12895194
https://www.asus.com/us/networking-iot-servers/aiot-industrial-solutions/embedded-computers-edge-ai-systems/ruc-1000g/https://www.asus.com/us/networking-iot-servers/aiot-industrial-solutions/embedded-computers-edge-ai-systems/ruc-1000g/147971895
Smarter manufacturing with Industrial Edge computing | Siemenshttps://www.siemens.com/en-us/products/industrial-edge/152972595
https://intuitionlabs.ai/pdfs/on-prem-ai-infrastructure-comparing-dell-hpe-more.pdf#5#1https://intuitionlabs.ai/pdfs/on-prem-ai-infrastructure-comparing-dell-hpe-more.pdf#5#1123951795
scalecomputing.comhttps://www.scalecomputing.com/ai-on-sc-platform12596594
https://www.aaeon.ai/us/https://www.aaeon.ai/us/1595092
Distributed AI Platform for the 6G RANhttps://arxiv.org/pdf/2410.03747165976196
Vultr, SUSE & Supermicro Debut Unified Cloud-to-Edge Architecture for Global AI Scalinghttps://investor.wedbush.com/wedbush/article/bizwire-2026-5-6-vultr-suse-and-supermicro-debut-unified-cloud-to-edge-architecture-for-global-ai-scaling12295995
zededa.comhttps://zededa.com/resources/partner-briefs/deploy-and-scale-ai-solutions-at-the-edge-with-ease-and-efficiency/124961795
https://www.dell.com/en-us/blog/announcing-dell-nativeedge-2-0-reimagining-edge-operations/?msockid=31cc7427c868690120ad62c6c91f6815https://www.dell.com/en-us/blog/announcing-dell-nativeedge-2-0-reimagining-edge-operations/?msockid=31cc7427c868690120ad62c6c91f6815153972895
Global AI Hardware Landscape 2026: Comparing Leading GPU, FPGA, and ASIC AI Accelerators - Geniatechhttps://www.geniatech.com/ai-hardware-2025/11595094
youtube.comhttps://www.youtube.com/watch?v=Jg7Xtz0_0M8191997597
https://www.lenovo.com/ie/en/p/servers-storage/servers/edge/thinkedge-se450/len21te0002https://www.lenovo.com/ie/en/p/servers-storage/servers/edge/thinkedge-se450/len21te0002151972195
Edge AI Computing Solutions - Advantechhttps://www.advantech.com/en-us/solutions/edge-computing-and-wise-edge/edge-ai-computing13396394
5G and Edge AIhttps://introl.com/blog/5g-edge-ai-deploying-gpu-infrastructure-network-edge118951495
pulserevops.comhttps://pulserevops.com/knowledge/ai3961094093
2026.03.16 | Dell AI Factory with NVIDIA Delivers Proven Path to Enterprise AI ROIhttps://www.dell.com/en-us/dt/corporate/newsroom/announcements/detailpage.press-releases~usa~2026~03~dell-ai-factory-with-nvidia-delivers-proven-path-to-enterprise-ai-roi.htm153972895
Top 10: IoT Connectivity Platforms | Telco Magazinehttps://telcomagazine.com/top10/top-10-iot-connectivity-platforms116952394
BIOSTAR EDGECOMP MS-NANO EDGE AI SYSTEMhttps://www.secutech.com/26/en/exnewsdetail.aspx?nid=369011696092
gartner.comhttps://www.gartner.com/reviews/market/edge-ai-solutions161972495
https://pubs.lenovo.com/se450/https://pubs.lenovo.com/se450/151971394
Edge AI Services | Bosch Global Software Technologies PVT LTDhttps://www.bosch-softwaretechnologies.com/en/services/engineering-services/engineering-smart-products/edge-ai-services/11895093
Top 10 Edge Computing Companies to Watch Out for in 2024 | EM360Techhttps://em360tech.com/top-10/edge-computing-companies131952395
How to Choose the Best Edge AI Platform: Jetson, Kria, Coral and Othershttps://promwad.com/news/choose-edge-ai-platform-jetson-kria-coral-2025?utm_source=chatgpt.com114951295
https://www.nvidia.com/en-us/edge-computing/products/igx/https://www.nvidia.com/en-us/edge-computing/products/igx/158972695
Top 60+ Cloud GPU Providers in 2026https://aimultiple.com/cloud-gpu-providers139963495
2025-05-19 - Version 2https://version-2.com/zh/2025/05/19/1895394
https://www.edgeir.com/scale-computing-announces-zero-touch-provisioning-feature-for-fleet-manager-20230223https://www.edgeir.com/scale-computing-announces-zero-touch-provisioning-feature-for-fleet-manager-2023022312295094
Top 15 Edge AI Chip Makers with Use Caseshttps://aimultiple.com/edge-ai-chips139963495
Edge-AI on Ambarella's N1-655: Macnica shows industrial partner solutionshttps://wileyindustrynews.com/en/news/edge-ai-on-ambarella-s-n1-655-macnica-shows-industrial-partner-solutions118951694
Armada Brings NVIDIA AI Grid Capabilities to Telcoshttps://www.prnewswire.com/news-releases/armada-brings-nvidia-ai-grid-capabilities-to-telcos-302716202.html164971895
What Are The Leading Edge Technology Companies? | Top Innovators Revealedhttps://www.indmallautomation.com/faq/what-are-the-leading-edge-technology-companies/1294192
https://www.lenovo.com/ie/legionspace/en/servers-storage/solutions/edge-computing/https://www.lenovo.com/ie/legionspace/en/servers-storage/solutions/edge-computing/151972195
SC25: Accelerating Enterprise AI with the Dell AI Factory | Dellhttps://www.dell.com/en-us/blog/sc25-accelerating-enterprise-ai-with-the-dell-ai-factory/153972895
工厂边缘AI的私有5G网络:在制造环境中部署GPU基础设施https://introl.com/zh/blog/private-5g-edge-ai-manufacturing-gpu-infrastructure-2025118951495
https://www.gebarski.com/services/edge-aihttps://www.gebarski.com/services/edge-ai1093092
AI-ready at the Edge – Siemens Industrial Automation DataCenter with accelerated AI computing power and advanced cybersecurity | Press | Company | Siemenshttps://press.siemens.com/global/en/pressrelease/ai-ready-edge-siemens-industrial-automation-datacenter-accelerated-ai-computing-power152972695
Edge AI: MountAIn & Witekio announce strategic collaborationhttps://theembeddedkit.io/press-release/mountain-witekio-announce-collaboration-edge-ai/11294794
https://pubs.lenovo.com/thinkedgehttps://pubs.lenovo.com/thinkedge151971394
Green Distributed AI Training: Orchestrating Compute Across Renewable-Powered Micro Datacentershttps://arxiv.org/pdf/2511.16182165976196
Performance Evaluation of Modern GPU Accelerator-Based Edge Systems: A Holistic Approachhttps://www.ablesci.com/scholar/paper?id=8aLWlqOkE11195093
https://www.dell.com/en-us/lp/edge-solutions-nativeedgehttps://www.dell.com/en-us/lp/edge-solutions-nativeedge153972895
Best Edge AI Boards: Summer 2025 Edition - Hackster.iohttps://www.hackster.io/news/best-edge-ai-boards-summer-2025-edition-cfe8581d7460137961195
Cisco launches unified edge platform for distributed AI workloads By Investing.comhttps://www.investing.com/news/company-news/cisco-launches-unified-edge-platform-for-distributed-ai-workloads-93CH-4327490153972295
https://www.aaeon.com/en/product/detail/ai-edge-solutions-boxer-8641aihttps://www.aaeon.com/en/product/detail/ai-edge-solutions-boxer-8641ai12195094
Kneron Redefines Edge AI at CES 2026 with Full-Stack Solutions for a Smarter, Safer World | Kneron – Full Stack Edge AIhttps://www.kneron.com/ja/news/blog/265/11295093
Dell, HPE, and Others Unveil AI Innovations at GTC 2026https://www.datacenterknowledge.com/ai-data-centers/dell-hpe-and-others-unveil-ai-innovations-at-gtc-202614196294
AI Inference Infrastructure Market Research Report 2033https://dataintelo.com/report/ai-inference-infrastructure-market133952995
https://www.itpro.com/infrastructure/servers-and-storage/lenovo-thinkedge-se100-review-an-ultra-compact-edge-server-that-pushes-ai-power-to-the-edgehttps://www.itpro.com/infrastructure/servers-and-storage/lenovo-thinkedge-se100-review-an-ultra-compact-edge-server-that-pushes-ai-power-to-the-edge14796294
What is Edge AI? Understanding AI in Edge Computing | Lenovo UShttps://www.lenovo.com/us/en/glossary/what-is-edge-ai/151972195
SINTRONES VBOX-3631 Rugged Edge AI Computerhttps://www.assured-systems.com/sintrones-vbox-3631-rugged-edge-ai-computer-intel-core-series-3/11095093
https://www.onlogic.com/solutions/edge-ai-computers/https://www.onlogic.com/solutions/edge-ai-computers/12495494
NVIDIA and Partners Build America’s AI Infrastructure and Create Blueprint to Power the Next Industrial Revolution | NVIDIA Newsroomhttps://nvidianews.nvidia.com/news/nvidia-partners-ai-infrastructure-america158973495
Vultr, SUSE, and Supermicro unveil cloud-to-edge architecture for AI scalinghttps://www.sdxcentral.com/news/vultr-suse-and-supermicro-unveil-cloud-to-edge-architecture-for-ai-scaling/?utm_source=aiblogue&utm_medium=referral&utm_campaign=blog_post&utm_content=Cloud-to-Edge-Architecture-for-AI-Scaling-A-Break14196094
https://lenovopress.lenovo.com/lp1540-thinkedge-se450-edge-serverhttps://lenovopress.lenovo.com/lp1540-thinkedge-se450-edge-server151972895
(PDF) Best Edge AI Hardware for industrial and Robotic Applicationshttps://www.researchgate.net/publication/399671610_Best_Edge_AI_Hardware_for_industrial_and_Robotic_Applications166973395
BOXER-8621AI | AI@Edge Compact Fanless Embedded AI System with NVIDIA® Jetson Orin Nano™https://www.aaeon.ai/eu/product/detail/boxer-8621ai1595092
https://www.supermicro.com/en/solutions/ngchttps://www.supermicro.com/en/solutions/ngc139961394
Choosing the Right Silicon for Edge AI: How Intel, AMD, NVIDIA, and Arm Are Shaping the Next Generation of Distributed Computing - Embedded Computing Designhttps://embeddedcomputing.com/technology/iot/edge-computing/choosing-the-right-silicon-for-edge-ai-how-intel-amd-nvidia-and-arm-are-shaping-the-next-generation-of-distributed-computing126952495
EdgeUno and AtlasCloud form strategic partnership to deliver AI-ready GPU infrastructure across LatAmhttps://www.telecomtv.com/content/digital-platforms-services/edgeuno-and-atlascloud-form-strategic-partnership-to-deliver-ai-ready-gpu-infrastructure-across-latam-54325/13095094
https://www.aaeon.com/jp/product/detail/ai-embedded-box-pc-nvidia-jetson-agx-xavier-boxer-8240aihttps://www.aaeon.com/jp/product/detail/ai-embedded-box-pc-nvidia-jetson-agx-xavier-boxer-8240ai12195094
Dell and HPE extend AI infrastructure lines with new Nvidia-powered systems - SiliconANGLEhttps://siliconangle.com/2025/08/11/dell-hpe-extend-ai-infrastructure-lines-new-nvidia-powered-systems/144963895
Cisco Launches Unified Edge Platform for Distributed Agentic AI - Converge Digesthttps://convergedigest.com/cisco-launches-unified-edge-platform-for-distributed-agentic-ai/?amp=1122961495
https://www.delltechnologies.com/asset/en-my/solutions/oem-solutions/briefs-summaries/oem-brochure-ai-inferencing-at-the-edge.pdfhttps://www.delltechnologies.com/asset/en-my/solutions/oem-solutions/briefs-summaries/oem-brochure-ai-inferencing-at-the-edge.pdf145961094
What is Edge AI Computing | Lenovo UShttps://www.lenovo.com/us/en/knowledgebase/what-is-edge-ai-computing/151972195
https://www.techpowerup.com/272713/aaeon-introduces-boxer-8222ai-ai-edge-computinghttps://www.techpowerup.com/272713/aaeon-introduces-boxer-8222ai-ai-edge-computing13796294
Cloud’s AI Infrastructure | GPU | Blackwell | Quadro RTX | Akamaihttps://www.akamai.com/products/gpu154972295
https://www.hpe.com/psnow/downloadDoc/Scaling%20AI%20inference%20at%20the%20edge%20%E2%80%93%20what%20it%20takes%20to%20run%20in%20real-world%20environments-a00157365enw.pdf?deepLink=&form=false&hf=regular&id=a00157365enw&isFutureVersion=true&originalObjectName=&prelaunchSection=&preview=false&print=&r=&section=&softrollSection=&ver=1https://www.hpe.com/psnow/downloadDoc/Scaling%20AI%20inference%20at%20the%20edge%20%E2%80%93%20what%20it%20takes%20to%20run%20in%20real-world%20environments-a00157365enw.pdf?deepLink=&form=false&hf=regular&id=a00157365enw&isFutureVersion=true&originalObjectName=&prelaunchSection=&preview=false&print=&r=&section=&softrollSection=&ver=1150972295
Top 15 Edge AI Chip Makers with Use Cases in 2026https://research.aimultiple.com/edge-ai-chips/139963595
https://networkbuilders.intel.com/docs/networkbuilders/transformational-performance-and-security-purpose-built-for-the-edge-1644991416.pdfhttps://networkbuilders.intel.com/docs/networkbuilders/transformational-performance-and-security-purpose-built-for-the-edge-1644991416.pdf158971995
Scaling On-Device GPU Inference for Large Generative Modelshttps://arxiv.org/pdf/2505.00232165976196
https://www.delltechnologies.com/asset/en-us/solutions/business-solutions/briefs-summaries/edge-platform-introduction.pdf.externalhttps://www.delltechnologies.com/asset/en-us/solutions/business-solutions/briefs-summaries/edge-platform-introduction.pdf.external145961094
2025.11.17 | Dell Technologies Accelerates Enterprise AI with Powerful, Automated Solutionshttps://www.dell.com/en-us/dt/corporate/newsroom/announcements/detailpage.press-releases~usa~2025~11~dell-technologies-accelerates-enterprise-ai-with-powerful-automated-solutions.htm153972895
https://www.scalecomputing.com/documents/Data-Sheets/Zero-Touch-Provisioning-ZTP-Data-Sheet-Published-11-22.pdfhttps://www.scalecomputing.com/documents/Data-Sheets/Zero-Touch-Provisioning-ZTP-Data-Sheet-Published-11-22.pdf12596594
Siemens Industrial Edge ecosystem strengthens data and AI integration | Press | Company | Siemenshttps://press.siemens.com/global/en/pressrelease/siemens-industrial-edge-ecosystem-strengthens-data-and-ai-integration152972695
https://builders.intel.com/docs/networkbuilders/new-lenovo-thinkedge450-edge-server-enables-5g-ran-and-mec-applications-1638956165.pdfhttps://builders.intel.com/docs/networkbuilders/new-lenovo-thinkedge450-edge-server-enables-5g-ran-and-mec-applications-1638956165.pdf158972495
https://www.nvidia.com/content/dam/en-zz/Solutions/gtcf20/fleet-command/gtcf20-nvidia-fleet-command-datasheet-us-1433255-r5-web.pdfhttps://www.nvidia.com/content/dam/en-zz/Solutions/gtcf20/fleet-command/gtcf20-nvidia-fleet-command-datasheet-us-1433255-r5-web.pdf158972695
Which Edge Hardware Works Best for AI Workloads - Intelligent Workloads at the Edge - NextComputing - Purpose-Built Computer Solutionshttps://solutions.nextcomputing.com/edge-computing/which-edge-hardware-works-best-for-ai-workloads/1--1194
https://psref.lenovo.com/syspool/Sys/PDF/datasheet/ThinkEdge_SE50_datasheet_EN.pdfhttps://psref.lenovo.com/syspool/Sys/PDF/datasheet/ThinkEdge_SE50_datasheet_EN.pdf151972495
https://www.hpe.com/psnow/downloadDoc/Intelligent%20retail%20%E2%80%93%20harnessing%20edge%20AI%20with%20HPE%20ProLiant%20Compute-a00156358enw.pdf?deepLink=&form=false&hf=regular&id=a00156358enw&isFutureVersion=true&originalObjectName=&prelaunchSection=&preview=false&print=&r=&section=&softrollSection=&ver=1https://www.hpe.com/psnow/downloadDoc/Intelligent%20retail%20%E2%80%93%20harnessing%20edge%20AI%20with%20HPE%20ProLiant%20Compute-a00156358enw.pdf?deepLink=&form=false&hf=regular&id=a00156358enw&isFutureVersion=true&originalObjectName=&prelaunchSection=&preview=false&print=&r=&section=&softrollSection=&ver=1150972295
Dell Technologies unveils massive expansion to Dell AI Factory with Nvidia at GTC 2026 | IT Prohttps://www.itpro.com/infrastructure/dell-technologies-unveils-massive-expansion-to-dell-ai-factory-with-nvidia-at-gtc-202614796294
https://edgeai.pny.eu/wp-content/uploads/2024/09/EDGE-AI-DEVICE-MANAGEMENT-FOR-NVIDIA%C2%AE-Jetson%E2%84%A2.pdfhttps://edgeai.pny.eu/wp-content/uploads/2024/09/EDGE-AI-DEVICE-MANAGEMENT-FOR-NVIDIA%C2%AE-Jetson%E2%84%A2.pdf1--193
Edge AI Servers | ThinkEdge SE455 V3 & TruScale | Lenovo UShttps://www.lenovo.com/us/en/servers-storage/edge-ai-solutions/151972195
https://techtoday.lenovo.com/sites/default/files/2026-01/smart-warehouse-solutions-guide-ww-en.pdfhttps://techtoday.lenovo.com/sites/default/files/2026-01/smart-warehouse-solutions-guide-ww-en.pdf151972595
GPU Cloud Providers 2026: Top 10 Compared (Pricing, Performance, Availability) | Spheron Bloghttps://www.spheron.network/blog/top-10-cloud-gpu-providers/11895794
https://arxiv.org/abs/2311.17471https://arxiv.org/abs/2311.17471165976196
https://arxiv.org/abs/2506.02009https://arxiv.org/abs/2506.02009165976196
Picking the right edge device for your computer vision projecthttps://www.ultralytics.com/blog/picking-the-right-edge-device-for-your-computer-vision-project134961295
https://www.reddit.com/r/Hedera/comments/1cx3ld7https://www.reddit.com/r/Hedera/comments/1cx3ld7172976496
Dell targets enterprise AI with switches, servers, reinforced Nvidia partnership | Network Worldhttps://www.networkworld.com/article/4092476/dell-targets-enterprise-ai-with-switches-servers-reinforced-nvidia-partnership.html15097694
https://arxiv.org/abs/2502.15773https://arxiv.org/abs/2502.15773165976196
https://arxiv.org/abs/2605.15704https://arxiv.org/abs/2605.15704165976196
The AI Shadow War: SaaS vs. Edge Computing Architectureshttps://arxiv.org/pdf/2507.11545165976196
https://arxiv.org/abs/2508.08430https://arxiv.org/abs/2508.08430165976196
Top 10 Edge AI Hardware Innovations for 2025 | JAYCONhttps://www.jaycon.com/top-10-edge-ai-hardware-for-2025/11495093
https://arxiv.org/abs/1901.04978https://arxiv.org/abs/1901.04978165976196
AI-Driven Predictive Maintenance with Environmental Context Integration for Connected Vehicles: Simulation, Benchmarking, and Field Validationhttps://arxiv.org/pdf/2603.13343165976196
https://www.reddit.com/r/JetsonNano/comments/1krsiy1https://www.reddit.com/r/JetsonNano/comments/1krsiy1172976496
HPE transforms distributed AI factories into intelligent AI grid powered by NVIDIA | HPEhttps://www.hpe.com/us/en/newsroom/press-release/2026/03/hpe-transforms-distributed-ai-factories-into-intelligent-ai-grid-powered-by-nvidia.html150972295
https://www.reddit.com/r/NvidiaJetson/comments/1rejfb8/open_sourced_nvidias_fleet_command/https://www.reddit.com/r/NvidiaJetson/comments/1rejfb8/open_sourced_nvidias_fleet_command/172976496
Edge AI | Cutting Edge AI Solutions for Businesses | Lenovo UShttps://www.lenovo.com/us/en/servers-storage/solutions/edge-ai/151972195
https://www.reddit.com/r/StorageReview/comments/ge54mr/lenovo_thinksystem_se350_edge_server_review/https://www.reddit.com/r/StorageReview/comments/ge54mr/lenovo_thinksystem_se350_edge_server_review/172976496
Enhancing AIGC Service Efficiency with Adaptive Multi-Edge Collaboration in A Distributed Systemhttps://arxiv.org/pdf/2512.17158165976196
https://www.reddit.com/r/JetsonNano/comments/1tdr183/need_guidance_on_using_nvidia_jetson_orin_nx_for/https://www.reddit.com/r/JetsonNano/comments/1tdr183/need_guidance_on_using_nvidia_jetson_orin_nx_for/172976496
Fleet and asset management for edge computing of machine learning and artificial intelligence workloads deployed from cloud to edgehttps://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/12131242153972695
https://www.reddit.com/r/Hedera/comments/1cwr2pjhttps://www.reddit.com/r/Hedera/comments/1cwr2pj172976496
How enterprise AI drives Dell’s shift to full-stack infrastructure innovation - SiliconANGLEhttps://siliconangle.com/2025/05/16/dell-technologies-enterprise-ai-full-stack-delltechworld/144963895
https://www.reddit.com/r/MachineLearning/comments/1rghtsb/d_edge_ai_projects_on_jetson_orin_ideas/https://www.reddit.com/r/MachineLearning/comments/1rghtsb/d_edge_ai_projects_on_jetson_orin_ideas/172976496
Lenovo & Intel(R) Edge-AI Solutions Unleashed | Lenovo UShttps://www.lenovo.com/us/en/servers-storage/alliance/intel-edge/151972195
https://www.reddit.com/r/JetsonNano/comments/ln7tg9https://www.reddit.com/r/JetsonNano/comments/ln7tg9172976496
https://www.reddit.com/r/IOT/comments/1pym07j/iot_edge_computing_in_dirty_environments_single/https://www.reddit.com/r/IOT/comments/1pym07j/iot_edge_computing_in_dirty_environments_single/172976496
https://www.reddit.com/r/Dell/comments/1sbtgq1/dell_native_edge_vmware_compete/https://www.reddit.com/r/Dell/comments/1sbtgq1/dell_native_edge_vmware_compete/172976496
https://www.reddit.com/r/homelab/comments/1ncgs65https://www.reddit.com/r/homelab/comments/1ncgs65172976496
https://www.reddit.com/r/NvidiaJetson/comments/1s93y0j/edge_ai_system_designer_tools/https://www.reddit.com/r/NvidiaJetson/comments/1s93y0j/edge_ai_system_designer_tools/172976496
https://www.reddit.com/r/u_Firm-Author8122/comments/1tdr39p/need_guidance_on_using_nvidia_jetson_orin_nx_for/https://www.reddit.com/r/u_Firm-Author8122/comments/1tdr39p/need_guidance_on_using_nvidia_jetson_orin_nx_for/172976496
https://www.reddit.com/r/JetsonNano/comments/1dx7487https://www.reddit.com/r/JetsonNano/comments/1dx7487172976496
https://www.reddit.com/r/JetsonNano/comments/1rghpnf/edge_ai_projects_on_jetson_orin_ideas/https://www.reddit.com/r/JetsonNano/comments/1rghpnf/edge_ai_projects_on_jetson_orin_ideas/172976496
https://www.reddit.com/r/computervision/comments/1r8yzxv/is_this_how_realtime_edge_ai_monitoring_systems/https://www.reddit.com/r/computervision/comments/1r8yzxv/is_this_how_realtime_edge_ai_monitoring_systems/172976496
https://www.reddit.com/r/nvidia/comments/1rg148s/i_just_created_a_better_nvidia_fleet_command_and/https://www.reddit.com/r/nvidia/comments/1rg148s/i_just_created_a_better_nvidia_fleet_command_and/172976496
https://www.nvidia.com/en-us/edge-computing/products/igx/?utm_source=openaihttps://www.nvidia.com/en-us/edge-computing/products/igx/?utm_source=openai158972695
https://investors.delltechnologies.com/news-releases/news-release-details/dell-nativeedge-software-transforms-edge-operations?utm_source=openaihttps://investors.delltechnologies.com/news-releases/news-release-details/dell-nativeedge-software-transforms-edge-operations?utm_source=openai145961695
https://www.hpe.com/us/en/solutions/edge-computing.html?utm_source=openaihttps://www.hpe.com/us/en/solutions/edge-computing.html?utm_source=openai150972295
https://news.lenovo.com/pressroom/press-releases/data-potential-next-generation-ai-driven-thinkedge-solutions/?utm_source=openaihttps://news.lenovo.com/pressroom/press-releases/data-potential-next-generation-ai-driven-thinkedge-solutions/?utm_source=openai151973095
https://www.advantech.com/en-us/solutions/edge-computing-and-wise-edge/edge-ai-systems?utm_source=openaihttps://www.advantech.com/en-us/solutions/edge-computing-and-wise-edge/edge-ai-systems?utm_source=openai13396394
https://www.supermicro.com/en/solutions/edge-ai?utm_source=openaihttps://www.supermicro.com/en/solutions/edge-ai?utm_source=openai139961394
https://www.onlogic.com/solutions/edge-ai-computers/?utm_source=openaihttps://www.onlogic.com/solutions/edge-ai-computers/?utm_source=openai12495494
https://www.aaeon.ai/us/?utm_source=openaihttps://www.aaeon.ai/us/?utm_source=openai1595092
https://www.asus.com/us/networking-iot-servers/aiot-industrial-solutions/embedded-computers-edge-ai-systems/ruc-1000g/?utm_source=openaihttps://www.asus.com/us/networking-iot-servers/aiot-industrial-solutions/embedded-computers-edge-ai-systems/ruc-1000g/?utm_source=openai147971895
https://www.armada.ai/?utm_source=openaihttps://www.armada.ai/?utm_source=openai12095594
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Every domain the AI models recommended in web-search fanout runs for Edge AI Operator, ranked by the influence-weighted score from the Score chart above, with each domain's link authority from the Common Crawl web graph. Click a domain for its site profile.

DomainScoreAppearances% of QueriesDomain PRDomain HCHost PRHost HC
nvidia.com6.1510.058972695
armada.ai3.536.02095594
dell.com2.448.053972895
hpe.com2.348.050972295
cisco.com2.312.058973295
supermicro.com0.836.039961394
adlinktech.com0.712.02796194
lenovo.com0.736.051972195
scalecomputing.com0.648.02596594
zededa.com0.524.024961795
advantech.com0.424.03396394
akamai.com0.312.054972295
onlogic.com0.212.02495494
aaeon.com0.212.02195094
redhat.com0.212.059973395
asus.com0.112.047971895
introl.com0.112.018951495
nutanix.com0.112.040961495
portainer.io0.112.034961595
neousys-tech.com0.124.01495193
kneron.com0.112.01295093
sixfab.com0.112.015951094
premioinc.com0.112.014951194
siemens.com0.012.052972595
axiomtek.com0.012.02095594
windriver.com0.012.034961495
edgeimpulse.com0.012.026951494
gcore.com0.012.044963795